diff --git a/ppdet/data/parallel_map.py b/ppdet/data/parallel_map.py
index 7517157cdbeaf597fc7c5cb4c57db4153c90fbf5..c9d74880e35ada3c887d8fe2c17bb16556c1aa67 100644
--- a/ppdet/data/parallel_map.py
+++ b/ppdet/data/parallel_map.py
@@ -35,6 +35,8 @@ import traceback
 
 logger = logging.getLogger(__name__)
 
+worker_set = set()
+
 
 class EndSignal(object):
     """ signal used to notify worker to exit
@@ -120,6 +122,7 @@ class ParallelMap(object):
 
         self._consumers = []
         self._consumer_endsig = {}
+        global worker_set
         for i in range(consumer_num):
             consumer_id = 'consumer-' + id + '-' + str(i)
             p = Worker(
@@ -128,6 +131,7 @@ class ParallelMap(object):
             self._consumers.append(p)
             p.daemon = True
             setattr(p, 'id', consumer_id)
+            worker_set.add(p)
 
         self._epoch = -1
         self._feeding_ev = Event()
@@ -279,16 +283,17 @@ class ParallelMap(object):
         self._feeding_ev.set()
 
 
-# FIXME(dengkaipeng): fix me if you have better impliment
+# FIXME: fix me if you have better impliment
 # handle terminate reader process, do not print stack frame
 signal.signal(signal.SIGTERM, lambda signum, frame: sys.exit())
 
 
-def _term_group(sig_num, frame):
-    pid = os.getpid()
-    pg = os.getpgid(os.getpid())
-    logger.info("main proc {} exit, kill process group " "{}".format(pid, pg))
-    os.killpg(pg, signal.SIGKILL)
+def _term_workers(sig_num, frame):
+    global worker_set
+    logger.info("main proc {} exit, kill subprocess {}".format(
+        pid, [w.pid for w in worker_set]))
+    for w in worker_set:
+        os.kill(w, signal.SIGKILL)
 
 
-signal.signal(signal.SIGINT, _term_group)
+signal.signal(signal.SIGINT, _term_workers)